Power Raspberry Pi from drill battery?

I would like to operate a Raspberry Pi, cameras, a small IR illuminator, and several sensors from an 18V drill batter (Li-ion) using the UBEC - 5V @ 3A ...

[source Google Alert - raspberry pi]